Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 9338 |
| Missing cells | 136275 |
| Missing cells (%) | 54.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 216.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 10 |
| Unsupported | 1 |
bmirecum has constant value "" | Constant |
bmileg has constant value "" | Constant |
bmiarml has constant value "" | Constant |
bmiarmc has constant value "" | Constant |
bmiwaist has constant value "" | Constant |
Unnamed: 0 is highly overall correlated with seqn | High correlation |
seqn is highly overall correlated with Unnamed: 0 | High correlation |
bmxwt is highly overall correlated with bmxrecum and 12 other fields | High correlation |
bmxrecum is highly overall correlated with bmxwt and 5 other fields | High correlation |
bmxhead is highly overall correlated with bmxwt and 3 other fields | High correlation |
bmxht is highly overall correlated with bmxwt and 7 other fields | High correlation |
bmxbmi is highly overall correlated with bmxwt and 10 other fields | High correlation |
bmxleg is highly overall correlated with bmxht and 1 other fields | High correlation |
bmxarml is highly overall correlated with bmxwt and 13 other fields | High correlation |
bmxarmc is highly overall correlated with bmxwt and 11 other fields | High correlation |
bmxwaist is highly overall correlated with bmxwt and 10 other fields | High correlation |
bmxsad1 is highly overall correlated with bmxwt and 8 other fields | High correlation |
bmxsad2 is highly overall correlated with bmxwt and 8 other fields | High correlation |
bmxsad3 is highly overall correlated with bmxwt and 9 other fields | High correlation |
bmxsad4 is highly overall correlated with bmxwt and 10 other fields | High correlation |
bmdavsad is highly overall correlated with bmxwt and 8 other fields | High correlation |
bmdstats is highly overall correlated with bmiwt and 2 other fields | High correlation |
bmiwt is highly overall correlated with bmxhead and 3 other fields | High correlation |
bmiht is highly overall correlated with bmxwt and 10 other fields | High correlation |
bmdsadcm is highly overall correlated with bmxsad4 and 2 other fields | High correlation |
bmdstats is highly imbalanced (72.7%) | Imbalance |
bmiwt is highly imbalanced (69.1%) | Imbalance |
bmdsadcm is highly imbalanced (67.7%) | Imbalance |
bmxwt has 95 (1.0%) missing values | Missing |
bmiwt has 8959 (95.9%) missing values | Missing |
bmxrecum has 8259 (88.4%) missing values | Missing |
bmirecum has 9307 (99.7%) missing values | Missing |
bmxhead has 9102 (97.5%) missing values | Missing |
bmihead has 9338 (100.0%) missing values | Missing |
bmxht has 723 (7.7%) missing values | Missing |
bmiht has 9070 (97.1%) missing values | Missing |
bmxbmi has 736 (7.9%) missing values | Missing |
bmdbmic has 5983 (64.1%) missing values | Missing |
bmxleg has 2383 (25.5%) missing values | Missing |
bmileg has 8984 (96.2%) missing values | Missing |
bmxarml has 512 (5.5%) missing values | Missing |
bmiarml has 8969 (96.0%) missing values | Missing |
bmxarmc has 512 (5.5%) missing values | Missing |
bmiarmc has 8965 (96.0%) missing values | Missing |
bmxwaist has 1134 (12.1%) missing values | Missing |
bmiwaist has 8882 (95.1%) missing values | Missing |
bmxsad1 has 2543 (27.2%) missing values | Missing |
bmxsad2 has 2543 (27.2%) missing values | Missing |
bmxsad3 has 8940 (95.7%) missing values | Missing |
bmxsad4 has 8940 (95.7%) missing values | Missing |
bmdavsad has 2543 (27.2%) missing values | Missing |
bmdsadcm has 8853 (94.8%) missing values | Missing |
Unnamed: 0 is uniformly distributed | Uniform |
seqn is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
seqn has unique values | Unique |
bmihead is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2023-08-17 09:37:09.034543 |
|---|---|
| Analysis finished | 2023-08-17 09:39:01.343340 |
| Duration | 1 minute and 52.31 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 9338 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4669.5 |
| Minimum | 1 |
|---|---|
| Maximum | 9338 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 467.85 |
| Q1 | 2335.25 |
| median | 4669.5 |
| Q3 | 7003.75 |
| 95-th percentile | 8871.15 |
| Maximum | 9338 |
| Range | 9337 |
| Interquartile range (IQR) | 4668.5 |
Descriptive statistics
| Standard deviation | 2695.7927 |
|---|---|
| Coefficient of variation (CV) | 0.57731936 |
| Kurtosis | -1.2 |
| Mean | 4669.5 |
| Median Absolute Deviation (MAD) | 2334.5 |
| Skewness | 0 |
| Sum | 43603791 |
| Variance | 7267298.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 6202 | 1 | < 0.1% |
| 6222 | 1 | < 0.1% |
| 6223 | 1 | < 0.1% |
| 6224 | 1 | < 0.1% |
| 6225 | 1 | < 0.1% |
| 6226 | 1 | < 0.1% |
| 6227 | 1 | < 0.1% |
| 6228 | 1 | < 0.1% |
| 6229 | 1 | < 0.1% |
| Other values (9328) | 9328 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 9338 | 1 | |
| 9337 | 1 | |
| 9336 | 1 | |
| 9335 | 1 | |
| 9334 | 1 | |
| 9333 | 1 | |
| 9332 | 1 | |
| 9331 | 1 | |
| 9330 | 1 | |
| 9329 | 1 |
seqn
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 9338 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67042.749 |
| Minimum | 62161 |
|---|---|
| Maximum | 71916 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 62161 |
|---|---|
| 5-th percentile | 62644.85 |
| Q1 | 64605.25 |
| median | 67048.5 |
| Q3 | 69478.75 |
| 95-th percentile | 71435.15 |
| Maximum | 71916 |
| Range | 9755 |
| Interquartile range (IQR) | 4873.5 |
Descriptive statistics
| Standard deviation | 2817.0377 |
|---|---|
| Coefficient of variation (CV) | 0.042018529 |
| Kurtosis | -1.1999382 |
| Mean | 67042.749 |
| Median Absolute Deviation (MAD) | 2437 |
| Skewness | -0.0031914188 |
| Sum | 6.2604519 × 108 |
| Variance | 7935701.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62161 | 1 | < 0.1% |
| 68650 | 1 | < 0.1% |
| 68670 | 1 | < 0.1% |
| 68671 | 1 | < 0.1% |
| 68672 | 1 | < 0.1% |
| 68673 | 1 | < 0.1% |
| 68674 | 1 | < 0.1% |
| 68675 | 1 | < 0.1% |
| 68676 | 1 | < 0.1% |
| 68677 | 1 | < 0.1% |
| Other values (9328) | 9328 |
| Value | Count | Frequency (%) |
| 62161 | 1 | |
| 62162 | 1 | |
| 62163 | 1 | |
| 62164 | 1 | |
| 62165 | 1 | |
| 62166 | 1 | |
| 62167 | 1 | |
| 62168 | 1 | |
| 62169 | 1 | |
| 62170 | 1 |
| Value | Count | Frequency (%) |
| 71916 | 1 | |
| 71915 | 1 | |
| 71914 | 1 | |
| 71913 | 1 | |
| 71912 | 1 | |
| 71911 | 1 | |
| 71910 | 1 | |
| 71909 | 1 | |
| 71908 | 1 | |
| 71907 | 1 |
bmdstats
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 73.1 KiB |
| 1 | |
|---|---|
| 3 | 433 |
| 2 | 310 |
| 4 | 75 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 9338 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 9338 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 9338 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9338 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 8520 | |
| 3 | 433 | 4.6% |
| 2 | 310 | 3.3% |
| 4 | 75 | 0.8% |
bmxwt
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1334 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 95 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.528919 |
| Minimum | 3.6 |
|---|---|
| Maximum | 216.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 3.6 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 36 |
| median | 64.5 |
| Q3 | 82.7 |
| 95-th percentile | 110.7 |
| Maximum | 216.1 |
| Range | 212.5 |
| Interquartile range (IQR) | 46.7 |
Descriptive statistics
| Standard deviation | 31.827296 |
|---|---|
| Coefficient of variation (CV) | 0.51727378 |
| Kurtosis | -0.13248095 |
| Mean | 61.528919 |
| Median Absolute Deviation (MAD) | 21.2 |
| Skewness | 0.13791033 |
| Sum | 568711.8 |
| Variance | 1012.9768 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75.9 | 24 | 0.3% |
| 65.3 | 24 | 0.3% |
| 65.5 | 22 | 0.2% |
| 74.5 | 21 | 0.2% |
| 60.6 | 21 | 0.2% |
| 56.7 | 20 | 0.2% |
| 67.6 | 20 | 0.2% |
| 70.7 | 20 | 0.2% |
| 83.2 | 20 | 0.2% |
| 67.3 | 19 | 0.2% |
| Other values (1324) | 9032 | |
| (Missing) | 95 | 1.0% |
| Value | Count | Frequency (%) |
| 3.6 | 1 | < 0.1% |
| 3.8 | 1 | < 0.1% |
| 3.9 | 2 | |
| 4 | 4 | |
| 4.2 | 1 | < 0.1% |
| 4.3 | 3 | |
| 4.4 | 4 | |
| 4.5 | 4 | |
| 4.6 | 4 | |
| 4.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 216.1 | 1 | |
| 203.5 | 1 | |
| 198.7 | 1 | |
| 195.7 | 1 | |
| 193.7 | 1 | |
| 188.5 | 1 | |
| 187.7 | 1 | |
| 187.5 | 1 | |
| 184.5 | 1 | |
| 181.4 | 2 |
bmiwt
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 8959 |
| Missing (%) | 95.9% |
| Memory size | 73.1 KiB |
| 3.0 | |
|---|---|
| 4.0 | 16 |
| 1.0 | 15 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1137 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 4.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 348 | 3.7% |
| 4.0 | 16 | 0.2% |
| 1.0 | 15 | 0.2% |
| (Missing) | 8959 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 348 | |
| 4.0 | 16 | 4.2% |
| 1.0 | 15 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 379 | |
| 0 | 379 | |
| 3 | 348 | |
| 4 | 16 | 1.4% |
| 1 | 15 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 758 | |
| Other Punctuation | 379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 379 | |
| 3 | 348 | |
| 4 | 16 | 2.1% |
| 1 | 15 | 2.0% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 379 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1137 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 379 | |
| 0 | 379 | |
| 3 | 348 | |
| 4 | 16 | 1.4% |
| 1 | 15 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1137 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 379 | |
| 0 | 379 | |
| 3 | 348 | |
| 4 | 16 | 1.4% |
| 1 | 15 | 1.3% |
bmxrecum
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 478 |
|---|---|
| Distinct (%) | 44.3% |
| Missing | 8259 |
| Missing (%) | 88.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.634291 |
| Minimum | 48.3 |
|---|---|
| Maximum | 115.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 48.3 |
|---|---|
| 5-th percentile | 58.39 |
| Q1 | 70.6 |
| median | 85.2 |
| Q3 | 94.75 |
| 95-th percentile | 102.91 |
| Maximum | 115.6 |
| Range | 67.3 |
| Interquartile range (IQR) | 24.15 |
Descriptive statistics
| Standard deviation | 14.393892 |
|---|---|
| Coefficient of variation (CV) | 0.17418788 |
| Kurtosis | -0.98588627 |
| Mean | 82.634291 |
| Median Absolute Deviation (MAD) | 11.7 |
| Skewness | -0.25362016 |
| Sum | 89162.4 |
| Variance | 207.18413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 96.8 | 10 | 0.1% |
| 88.1 | 9 | 0.1% |
| 87.9 | 7 | 0.1% |
| 93.6 | 7 | 0.1% |
| 96 | 7 | 0.1% |
| 84.8 | 6 | 0.1% |
| 88 | 6 | 0.1% |
| 95.4 | 6 | 0.1% |
| 99.4 | 6 | 0.1% |
| 89.3 | 6 | 0.1% |
| Other values (468) | 1009 | 10.8% |
| (Missing) | 8259 |
| Value | Count | Frequency (%) |
| 48.3 | 1 | |
| 50 | 1 | |
| 50.3 | 1 | |
| 50.6 | 1 | |
| 51 | 1 | |
| 51.6 | 1 | |
| 51.7 | 1 | |
| 51.9 | 1 | |
| 52.9 | 1 | |
| 53 | 1 |
| Value | Count | Frequency (%) |
| 115.6 | 1 | |
| 112.2 | 1 | |
| 109.7 | 1 | |
| 109.6 | 1 | |
| 109.4 | 1 | |
| 109.1 | 1 | |
| 108.7 | 2 | |
| 108.6 | 1 | |
| 108.5 | 2 | |
| 108.2 | 1 |
bmirecum
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 9307 |
| Missing (%) | 99.7% |
| Memory size | 73.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 93 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 31 | 0.3% |
| (Missing) | 9307 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 31 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 31 | |
| . | 31 | |
| 0 | 31 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 62 | |
| Other Punctuation | 31 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 0 | 31 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 31 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 93 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 31 | |
| . | 31 | |
| 0 | 31 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 31 | |
| . | 31 | |
| 0 | 31 |
bmxhead
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 93 |
|---|---|
| Distinct (%) | 39.4% |
| Missing | 9102 |
| Missing (%) | 97.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.286017 |
| Minimum | 34.6 |
|---|---|
| Maximum | 48.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 34.6 |
|---|---|
| 5-th percentile | 37.075 |
| Q1 | 39.4 |
| median | 41.45 |
| Q3 | 43.025 |
| 95-th percentile | 45 |
| Maximum | 48.4 |
| Range | 13.8 |
| Interquartile range (IQR) | 3.625 |
Descriptive statistics
| Standard deviation | 2.5813932 |
|---|---|
| Coefficient of variation (CV) | 0.062524637 |
| Kurtosis | -0.3457512 |
| Mean | 41.286017 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | -0.026397893 |
| Sum | 9743.5 |
| Variance | 6.6635909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40.2 | 9 | 0.1% |
| 42.3 | 7 | 0.1% |
| 38.4 | 6 | 0.1% |
| 42.8 | 6 | 0.1% |
| 44.6 | 6 | 0.1% |
| 41.5 | 6 | 0.1% |
| 42.2 | 6 | 0.1% |
| 41.4 | 5 | 0.1% |
| 40.5 | 5 | 0.1% |
| 40.4 | 5 | 0.1% |
| Other values (83) | 175 | 1.9% |
| (Missing) | 9102 |
| Value | Count | Frequency (%) |
| 34.6 | 1 | |
| 35.6 | 1 | |
| 35.7 | 1 | |
| 35.8 | 1 | |
| 36.3 | 1 | |
| 36.4 | 1 | |
| 36.6 | 1 | |
| 36.7 | 2 | |
| 36.8 | 2 | |
| 37 | 1 |
| Value | Count | Frequency (%) |
| 48.4 | 1 | < 0.1% |
| 48 | 2 | |
| 46.7 | 1 | < 0.1% |
| 46.5 | 1 | < 0.1% |
| 45.9 | 1 | < 0.1% |
| 45.8 | 1 | < 0.1% |
| 45.4 | 2 | |
| 45.2 | 1 | < 0.1% |
| 45.1 | 1 | < 0.1% |
| 45 | 3 |
bmihead
Unsupported
MISSING REJECTED UNSUPPORTED
| Missing | 9338 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 73.1 KiB |
bmxht
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1070 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 723 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 155.42537 |
| Minimum | 82 |
|---|---|
| Maximum | 204.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 82 |
|---|---|
| 5-th percentile | 100.87 |
| Q1 | 148.9 |
| median | 162.1 |
| Q3 | 171.3 |
| 95-th percentile | 182.23 |
| Maximum | 204.5 |
| Range | 122.5 |
| Interquartile range (IQR) | 22.4 |
Descriptive statistics
| Standard deviation | 23.782055 |
|---|---|
| Coefficient of variation (CV) | 0.15301269 |
| Kurtosis | 0.77536218 |
| Mean | 155.42537 |
| Median Absolute Deviation (MAD) | 10.4 |
| Skewness | -1.2169516 |
| Sum | 1338989.6 |
| Variance | 565.58613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 173.2 | 35 | 0.4% |
| 166.9 | 35 | 0.4% |
| 160.8 | 34 | 0.4% |
| 169.1 | 34 | 0.4% |
| 164.9 | 33 | 0.4% |
| 160.3 | 33 | 0.4% |
| 159.6 | 33 | 0.4% |
| 167.1 | 33 | 0.4% |
| 173.6 | 33 | 0.4% |
| 165.6 | 31 | 0.3% |
| Other values (1060) | 8281 | |
| (Missing) | 723 | 7.7% |
| Value | Count | Frequency (%) |
| 82 | 2 | |
| 82.4 | 1 | < 0.1% |
| 82.8 | 1 | < 0.1% |
| 83.5 | 1 | < 0.1% |
| 83.7 | 2 | |
| 83.8 | 4 | |
| 84 | 1 | < 0.1% |
| 84.1 | 1 | < 0.1% |
| 84.2 | 1 | < 0.1% |
| 84.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 204.5 | 1 | |
| 202.7 | 1 | |
| 200.4 | 1 | |
| 199.9 | 1 | |
| 199.5 | 1 | |
| 199.4 | 1 | |
| 197.2 | 1 | |
| 196 | 1 | |
| 195.8 | 1 | |
| 195.6 | 2 |
bmiht
Categorical
HIGH CORRELATION MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 9070 |
| Missing (%) | 97.1% |
| Memory size | 73.1 KiB |
| 3.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 804 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 212 | 2.3% |
| 1.0 | 56 | 0.6% |
| (Missing) | 9070 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 212 | |
| 1.0 | 56 | 20.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 268 | |
| 0 | 268 | |
| 3 | 212 | |
| 1 | 56 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 536 | |
| Other Punctuation | 268 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 268 | |
| 3 | 212 | |
| 1 | 56 | 10.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 268 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 804 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 268 | |
| 0 | 268 | |
| 3 | 212 | |
| 1 | 56 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 804 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 268 | |
| 0 | 268 | |
| 3 | 212 | |
| 1 | 56 | 7.0% |
bmxbmi
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 417 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 736 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.339537 |
| Minimum | 12.4 |
|---|---|
| Maximum | 82.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 12.4 |
|---|---|
| 5-th percentile | 15.1 |
| Q1 | 19.3 |
| median | 24.5 |
| Q3 | 29.8 |
| 95-th percentile | 39.2 |
| Maximum | 82.1 |
| Range | 69.7 |
| Interquartile range (IQR) | 10.5 |
Descriptive statistics
| Standard deviation | 7.7171028 |
|---|---|
| Coefficient of variation (CV) | 0.3045479 |
| Kurtosis | 1.9261668 |
| Mean | 25.339537 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | 0.97579776 |
| Sum | 217970.7 |
| Variance | 59.553676 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.2 | 64 | 0.7% |
| 23.2 | 62 | 0.7% |
| 15.8 | 60 | 0.6% |
| 22.6 | 60 | 0.6% |
| 16 | 58 | 0.6% |
| 23.8 | 57 | 0.6% |
| 16.1 | 56 | 0.6% |
| 24.7 | 55 | 0.6% |
| 22 | 55 | 0.6% |
| 24.5 | 55 | 0.6% |
| Other values (407) | 8020 | |
| (Missing) | 736 | 7.9% |
| Value | Count | Frequency (%) |
| 12.4 | 1 | < 0.1% |
| 12.5 | 2 | < 0.1% |
| 12.6 | 1 | < 0.1% |
| 12.7 | 2 | < 0.1% |
| 12.8 | 2 | < 0.1% |
| 12.9 | 4 | < 0.1% |
| 13 | 3 | < 0.1% |
| 13.1 | 2 | < 0.1% |
| 13.2 | 5 | |
| 13.3 | 10 |
| Value | Count | Frequency (%) |
| 82.1 | 1 | |
| 80.6 | 1 | |
| 69 | 1 | |
| 68.7 | 1 | |
| 67.3 | 1 | |
| 66.2 | 1 | |
| 65.1 | 1 | |
| 63.3 | 1 | |
| 62.8 | 1 | |
| 62 | 1 |
bmdbmic
Categorical
MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 5983 |
| Missing (%) | 64.1% |
| Memory size | 73.1 KiB |
| 2.0 | |
|---|---|
| 4.0 | |
| 3.0 | |
| 1.0 | 126 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10065 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 2155 | 23.1% |
| 4.0 | 593 | 6.4% |
| 3.0 | 481 | 5.2% |
| 1.0 | 126 | 1.3% |
| (Missing) | 5983 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 2155 | |
| 4.0 | 593 | 17.7% |
| 3.0 | 481 | 14.3% |
| 1.0 | 126 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3355 | |
| 0 | 3355 | |
| 2 | 2155 | |
| 4 | 593 | 5.9% |
| 3 | 481 | 4.8% |
| 1 | 126 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6710 | |
| Other Punctuation | 3355 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3355 | |
| 2 | 2155 | |
| 4 | 593 | 8.8% |
| 3 | 481 | 7.2% |
| 1 | 126 | 1.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3355 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10065 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3355 | |
| 0 | 3355 | |
| 2 | 2155 | |
| 4 | 593 | 5.9% |
| 3 | 481 | 4.8% |
| 1 | 126 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10065 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3355 | |
| 0 | 3355 | |
| 2 | 2155 | |
| 4 | 593 | 5.9% |
| 3 | 481 | 4.8% |
| 1 | 126 | 1.3% |
bmxleg
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 235 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 2383 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.185564 |
| Minimum | 24.8 |
|---|---|
| Maximum | 52.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 24.8 |
|---|---|
| 5-th percentile | 31.1 |
| Q1 | 35.5 |
| median | 38.3 |
| Q3 | 41 |
| 95-th percentile | 44.7 |
| Maximum | 52.8 |
| Range | 28 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 4.0649393 |
|---|---|
| Coefficient of variation (CV) | 0.10645225 |
| Kurtosis | -0.14999449 |
| Mean | 38.185564 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | -0.11565599 |
| Sum | 265580.6 |
| Variance | 16.523732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 134 | 1.4% |
| 39 | 130 | 1.4% |
| 38 | 128 | 1.4% |
| 40 | 119 | 1.3% |
| 39.5 | 110 | 1.2% |
| 36 | 105 | 1.1% |
| 38.2 | 100 | 1.1% |
| 42 | 97 | 1.0% |
| 40.2 | 94 | 1.0% |
| 38.5 | 92 | 1.0% |
| Other values (225) | 5846 | |
| (Missing) | 2383 |
| Value | Count | Frequency (%) |
| 24.8 | 1 | < 0.1% |
| 25.1 | 1 | < 0.1% |
| 25.5 | 3 | |
| 26 | 1 | < 0.1% |
| 26.2 | 2 | |
| 26.3 | 1 | < 0.1% |
| 26.4 | 1 | < 0.1% |
| 26.5 | 1 | < 0.1% |
| 26.6 | 2 | |
| 26.8 | 2 |
| Value | Count | Frequency (%) |
| 52.8 | 1 | < 0.1% |
| 52.6 | 1 | < 0.1% |
| 51.3 | 1 | < 0.1% |
| 51.2 | 1 | < 0.1% |
| 51.1 | 1 | < 0.1% |
| 50.2 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 49.3 | 2 | |
| 49.2 | 1 | < 0.1% |
| 49 | 3 |
bmileg
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 8984 |
| Missing (%) | 96.2% |
| Memory size | 73.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1062 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 354 | 3.8% |
| (Missing) | 8984 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 354 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 354 | |
| . | 354 | |
| 0 | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 708 | |
| Other Punctuation | 354 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 354 | |
| 0 | 354 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1062 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 354 | |
| . | 354 | |
| 0 | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1062 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 354 | |
| . | 354 | |
| 0 | 354 |
bmxarml
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 352 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 512 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.878881 |
| Minimum | 10 |
|---|---|
| Maximum | 48.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 29.9 |
| median | 35.3 |
| Q3 | 38 |
| 95-th percentile | 41.2 |
| Maximum | 48.1 |
| Range | 38.1 |
| Interquartile range (IQR) | 8.1 |
Descriptive statistics
| Standard deviation | 7.4523161 |
|---|---|
| Coefficient of variation (CV) | 0.22665967 |
| Kurtosis | 0.36866563 |
| Mean | 32.878881 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | -1.1116883 |
| Sum | 290189 |
| Variance | 55.537016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 215 | 2.3% |
| 36 | 188 | 2.0% |
| 38 | 180 | 1.9% |
| 35 | 171 | 1.8% |
| 39 | 140 | 1.5% |
| 36.5 | 128 | 1.4% |
| 37.5 | 126 | 1.3% |
| 34 | 124 | 1.3% |
| 40 | 121 | 1.3% |
| 35.5 | 110 | 1.2% |
| Other values (342) | 7323 | |
| (Missing) | 512 | 5.5% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 10.2 | 1 | < 0.1% |
| 10.4 | 1 | < 0.1% |
| 10.5 | 1 | < 0.1% |
| 10.8 | 4 | |
| 11 | 6 | |
| 11.1 | 1 | < 0.1% |
| 11.2 | 1 | < 0.1% |
| 11.4 | 2 | < 0.1% |
| 11.5 | 3 |
| Value | Count | Frequency (%) |
| 48.1 | 1 | |
| 47.7 | 1 | |
| 47.5 | 1 | |
| 47.2 | 1 | |
| 46.7 | 1 | |
| 46.5 | 1 | |
| 45.7 | 1 | |
| 45.6 | 1 | |
| 45.5 | 2 | |
| 45.3 | 1 |
bmiarml
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 8969 |
| Missing (%) | 96.0% |
| Memory size | 73.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1107 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 369 | 4.0% |
| (Missing) | 8969 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 369 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 369 | |
| . | 369 | |
| 0 | 369 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 738 | |
| Other Punctuation | 369 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 369 | |
| 0 | 369 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 369 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1107 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 369 | |
| . | 369 | |
| 0 | 369 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1107 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 369 | |
| . | 369 | |
| 0 | 369 |
bmxarmc
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 394 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 512 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.326615 |
| Minimum | 10.5 |
|---|---|
| Maximum | 58.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 15.4 |
| Q1 | 22.2 |
| median | 29.25 |
| Q3 | 34 |
| 95-th percentile | 40.3 |
| Maximum | 58.1 |
| Range | 47.6 |
| Interquartile range (IQR) | 11.8 |
Descriptive statistics
| Standard deviation | 7.8962733 |
|---|---|
| Coefficient of variation (CV) | 0.2787581 |
| Kurtosis | -0.57312066 |
| Mean | 28.326615 |
| Median Absolute Deviation (MAD) | 5.45 |
| Skewness | -0.056638297 |
| Sum | 250010.7 |
| Variance | 62.351132 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29.5 | 73 | 0.8% |
| 30 | 73 | 0.8% |
| 29 | 72 | 0.8% |
| 32 | 72 | 0.8% |
| 32.5 | 70 | 0.7% |
| 31 | 70 | 0.7% |
| 31.5 | 68 | 0.7% |
| 36 | 67 | 0.7% |
| 27 | 67 | 0.7% |
| 33 | 67 | 0.7% |
| Other values (384) | 8127 | |
| (Missing) | 512 | 5.5% |
| Value | Count | Frequency (%) |
| 10.5 | 1 | < 0.1% |
| 11.4 | 1 | < 0.1% |
| 11.5 | 2 | |
| 11.6 | 1 | < 0.1% |
| 11.9 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 12.1 | 4 | |
| 12.2 | 2 | |
| 12.3 | 1 | < 0.1% |
| 12.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58.1 | 1 | |
| 57.3 | 1 | |
| 56.7 | 1 | |
| 54.9 | 1 | |
| 54.6 | 1 | |
| 53.8 | 1 | |
| 52.9 | 1 | |
| 52.1 | 1 | |
| 51.6 | 1 | |
| 51.5 | 2 |
bmiarmc
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 8965 |
| Missing (%) | 96.0% |
| Memory size | 73.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1119 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 373 | 4.0% |
| (Missing) | 8965 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 373 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 373 | |
| . | 373 | |
| 0 | 373 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 746 | |
| Other Punctuation | 373 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 373 | |
| 0 | 373 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 373 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1119 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 373 | |
| . | 373 | |
| 0 | 373 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1119 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 373 | |
| . | 373 | |
| 0 | 373 |
bmxwaist
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1008 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 1134 |
| Missing (%) | 12.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.223976 |
| Minimum | 38.7 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 38.7 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 70.275 |
| median | 86.9 |
| Q3 | 101.5 |
| 95-th percentile | 122.785 |
| Maximum | 176 |
| Range | 137.3 |
| Interquartile range (IQR) | 31.225 |
Descriptive statistics
| Standard deviation | 22.365236 |
|---|---|
| Coefficient of variation (CV) | 0.25938534 |
| Kurtosis | -0.33483133 |
| Mean | 86.223976 |
| Median Absolute Deviation (MAD) | 15.4 |
| Skewness | 0.14795647 |
| Sum | 707381.5 |
| Variance | 500.20377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 97 | 40 | 0.4% |
| 74 | 34 | 0.4% |
| 89 | 31 | 0.3% |
| 80 | 31 | 0.3% |
| 83 | 31 | 0.3% |
| 52 | 29 | 0.3% |
| 78 | 27 | 0.3% |
| 99 | 27 | 0.3% |
| 77 | 26 | 0.3% |
| 90 | 26 | 0.3% |
| Other values (998) | 7902 | |
| (Missing) | 1134 | 12.1% |
| Value | Count | Frequency (%) |
| 38.7 | 1 | |
| 39.7 | 1 | |
| 39.8 | 1 | |
| 40.2 | 1 | |
| 40.5 | 1 | |
| 40.6 | 1 | |
| 41 | 1 | |
| 41.1 | 1 | |
| 42 | 1 | |
| 42.5 | 1 |
| Value | Count | Frequency (%) |
| 176 | 1 | |
| 172.2 | 1 | |
| 170.5 | 1 | |
| 170.3 | 1 | |
| 163.9 | 1 | |
| 163.7 | 1 | |
| 163.5 | 1 | |
| 161.6 | 1 | |
| 160.5 | 1 | |
| 158.8 | 1 |
bmiwaist
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 8882 |
| Missing (%) | 95.1% |
| Memory size | 73.1 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1368 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 456 | 4.9% |
| (Missing) | 8882 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 456 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 456 | |
| . | 456 | |
| 0 | 456 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 912 | |
| Other Punctuation | 456 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 456 | |
| 0 | 456 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 456 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1368 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 456 | |
| . | 456 | |
| 0 | 456 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1368 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 456 | |
| . | 456 | |
| 0 | 456 |
bmxsad1
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 267 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 2543 |
| Missing (%) | 27.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.063532 |
| Minimum | 10 |
|---|---|
| Maximum | 40.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 17.4 |
| median | 20.6 |
| Q3 | 24.3 |
| 95-th percentile | 29.8 |
| Maximum | 40.4 |
| Range | 30.4 |
| Interquartile range (IQR) | 6.9 |
Descriptive statistics
| Standard deviation | 4.8570347 |
|---|---|
| Coefficient of variation (CV) | 0.23058976 |
| Kurtosis | 0.019307145 |
| Mean | 21.063532 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 0.51679394 |
| Sum | 143126.7 |
| Variance | 23.590786 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21 | 94 | 1.0% |
| 16.8 | 87 | 0.9% |
| 17 | 86 | 0.9% |
| 21.8 | 80 | 0.9% |
| 18 | 78 | 0.8% |
| 19 | 77 | 0.8% |
| 20 | 76 | 0.8% |
| 22 | 76 | 0.8% |
| 20.8 | 73 | 0.8% |
| 19.8 | 72 | 0.8% |
| Other values (257) | 5996 | |
| (Missing) | 2543 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 10.1 | 1 | < 0.1% |
| 10.2 | 1 | < 0.1% |
| 10.5 | 3 | |
| 10.9 | 2 | < 0.1% |
| 11.2 | 2 | < 0.1% |
| 11.3 | 1 | < 0.1% |
| 11.4 | 5 | |
| 11.5 | 4 | |
| 11.6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40.4 | 1 | < 0.1% |
| 39.5 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38.8 | 1 | < 0.1% |
| 38.3 | 1 | < 0.1% |
| 37.9 | 1 | < 0.1% |
| 37.8 | 3 | |
| 37.7 | 1 | < 0.1% |
| 37.6 | 2 | |
| 37.5 | 1 | < 0.1% |
bmxsad2
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 273 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 2543 |
| Missing (%) | 27.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.048094 |
| Minimum | 9.9 |
|---|---|
| Maximum | 40.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 9.9 |
|---|---|
| 5-th percentile | 13.9 |
| Q1 | 17.4 |
| median | 20.6 |
| Q3 | 24.3 |
| 95-th percentile | 29.73 |
| Maximum | 40.8 |
| Range | 30.9 |
| Interquartile range (IQR) | 6.9 |
Descriptive statistics
| Standard deviation | 4.8730574 |
|---|---|
| Coefficient of variation (CV) | 0.23152013 |
| Kurtosis | 0.0089049299 |
| Mean | 21.048094 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 0.51938351 |
| Sum | 143021.8 |
| Variance | 23.746689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 91 | 1.0% |
| 21 | 87 | 0.9% |
| 22 | 81 | 0.9% |
| 20.8 | 73 | 0.8% |
| 16.8 | 73 | 0.8% |
| 18.8 | 72 | 0.8% |
| 20 | 72 | 0.8% |
| 17 | 68 | 0.7% |
| 19.8 | 67 | 0.7% |
| 17.8 | 67 | 0.7% |
| Other values (263) | 6044 | |
| (Missing) | 2543 |
| Value | Count | Frequency (%) |
| 9.9 | 1 | < 0.1% |
| 10.4 | 2 | |
| 10.7 | 2 | |
| 10.9 | 1 | < 0.1% |
| 11 | 2 | |
| 11.1 | 2 | |
| 11.2 | 2 | |
| 11.3 | 1 | < 0.1% |
| 11.4 | 1 | < 0.1% |
| 11.5 | 3 |
| Value | Count | Frequency (%) |
| 40.8 | 1 | |
| 39.9 | 1 | |
| 39.1 | 1 | |
| 38.6 | 1 | |
| 38 | 1 | |
| 37.9 | 1 | |
| 37.8 | 2 | |
| 37.7 | 1 | |
| 37.6 | 1 | |
| 37.5 | 1 |
bmxsad3
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 161 |
|---|---|
| Distinct (%) | 40.5% |
| Missing | 8940 |
| Missing (%) | 95.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.355276 |
| Minimum | 11 |
|---|---|
| Maximum | 36.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 14.4 |
| Q1 | 18.825 |
| median | 22.45 |
| Q3 | 25.5 |
| 95-th percentile | 31.075 |
| Maximum | 36.4 |
| Range | 25.4 |
| Interquartile range (IQR) | 6.675 |
Descriptive statistics
| Standard deviation | 4.9730822 |
|---|---|
| Coefficient of variation (CV) | 0.22245675 |
| Kurtosis | -0.31660413 |
| Mean | 22.355276 |
| Median Absolute Deviation (MAD) | 3.35 |
| Skewness | 0.19751016 |
| Sum | 8897.4 |
| Variance | 24.731546 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23 | 10 | 0.1% |
| 20.3 | 7 | 0.1% |
| 22.5 | 7 | 0.1% |
| 24 | 6 | 0.1% |
| 22.7 | 6 | 0.1% |
| 19.8 | 6 | 0.1% |
| 22.4 | 6 | 0.1% |
| 19.6 | 6 | 0.1% |
| 28.7 | 6 | 0.1% |
| 19.3 | 6 | 0.1% |
| Other values (151) | 332 | 3.6% |
| (Missing) | 8940 |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 12.5 | 2 | |
| 12.7 | 1 | < 0.1% |
| 12.8 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 13.2 | 2 | |
| 13.3 | 3 | |
| 13.5 | 1 | < 0.1% |
| 13.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36.4 | 1 | |
| 36 | 1 | |
| 35 | 2 | |
| 33.9 | 1 | |
| 33.8 | 1 | |
| 33 | 1 | |
| 32.9 | 1 | |
| 32.7 | 1 | |
| 32.6 | 1 | |
| 32.5 | 1 |
bmxsad4
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 171 |
|---|---|
| Distinct (%) | 43.0% |
| Missing | 8940 |
| Missing (%) | 95.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.371106 |
| Minimum | 11.1 |
|---|---|
| Maximum | 36.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 11.1 |
|---|---|
| 5-th percentile | 14.47 |
| Q1 | 18.8 |
| median | 22.3 |
| Q3 | 25.5 |
| 95-th percentile | 31.415 |
| Maximum | 36.4 |
| Range | 25.3 |
| Interquartile range (IQR) | 6.7 |
Descriptive statistics
| Standard deviation | 4.9791499 |
|---|---|
| Coefficient of variation (CV) | 0.22257058 |
| Kurtosis | -0.3147557 |
| Mean | 22.371106 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 0.22066048 |
| Sum | 8903.7 |
| Variance | 24.791934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.5 | 8 | 0.1% |
| 23.8 | 7 | 0.1% |
| 22.9 | 6 | 0.1% |
| 22.7 | 6 | 0.1% |
| 23 | 6 | 0.1% |
| 25.8 | 6 | 0.1% |
| 17.5 | 5 | 0.1% |
| 20.6 | 5 | 0.1% |
| 24.2 | 5 | 0.1% |
| 22.2 | 5 | 0.1% |
| Other values (161) | 339 | 3.6% |
| (Missing) | 8940 |
| Value | Count | Frequency (%) |
| 11.1 | 1 | < 0.1% |
| 11.8 | 1 | < 0.1% |
| 12.6 | 1 | < 0.1% |
| 12.7 | 1 | < 0.1% |
| 12.9 | 1 | < 0.1% |
| 13.2 | 3 | |
| 13.3 | 3 | |
| 13.5 | 1 | < 0.1% |
| 13.6 | 1 | < 0.1% |
| 13.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36.4 | 1 | |
| 36.2 | 1 | |
| 35.4 | 1 | |
| 34.7 | 1 | |
| 34 | 1 | |
| 33.7 | 1 | |
| 33.2 | 1 | |
| 32.8 | 1 | |
| 32.7 | 1 | |
| 32.5 | 2 |
bmdavsad
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 271 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 2543 |
| Missing (%) | 27.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.070052 |
| Minimum | 10 |
|---|---|
| Maximum | 40.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 73.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 13.9 |
| Q1 | 17.4 |
| median | 20.6 |
| Q3 | 24.3 |
| 95-th percentile | 29.8 |
| Maximum | 40.6 |
| Range | 30.6 |
| Interquartile range (IQR) | 6.9 |
Descriptive statistics
| Standard deviation | 4.8635051 |
|---|---|
| Coefficient of variation (CV) | 0.2308255 |
| Kurtosis | 0.0049457381 |
| Mean | 21.070052 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 0.51611955 |
| Sum | 143171 |
| Variance | 23.653682 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.9 | 71 | 0.8% |
| 18.9 | 70 | 0.7% |
| 17.9 | 69 | 0.7% |
| 16.5 | 68 | 0.7% |
| 20.9 | 66 | 0.7% |
| 16.9 | 61 | 0.7% |
| 17 | 61 | 0.7% |
| 19.9 | 61 | 0.7% |
| 21.2 | 60 | 0.6% |
| 18 | 60 | 0.6% |
| Other values (261) | 6148 | |
| (Missing) | 2543 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 10.3 | 1 | < 0.1% |
| 10.5 | 1 | < 0.1% |
| 10.6 | 1 | < 0.1% |
| 10.7 | 1 | < 0.1% |
| 10.8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 11.1 | 2 | |
| 11.3 | 3 | |
| 11.4 | 3 |
| Value | Count | Frequency (%) |
| 40.6 | 1 | |
| 39.7 | 1 | |
| 39.1 | 1 | |
| 38.7 | 1 | |
| 37.9 | 2 | |
| 37.8 | 2 | |
| 37.7 | 2 | |
| 37.5 | 2 | |
| 37.4 | 1 | |
| 37.2 | 1 |
bmdsadcm
Categorical
HIGH CORRELATION IMBALANCE MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 8853 |
| Missing (%) | 94.8% |
| Memory size | 73.1 KiB |
| 1.0 | |
|---|---|
| 4.0 | 22 |
| 2.0 | 19 |
| 5.0 | 10 |
| 3.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1455 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 427 | 4.6% |
| 4.0 | 22 | 0.2% |
| 2.0 | 19 | 0.2% |
| 5.0 | 10 | 0.1% |
| 3.0 | 7 | 0.1% |
| (Missing) | 8853 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 427 | |
| 4.0 | 22 | 4.5% |
| 2.0 | 19 | 3.9% |
| 5.0 | 10 | 2.1% |
| 3.0 | 7 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 485 | |
| 0 | 485 | |
| 1 | 427 | |
| 4 | 22 | 1.5% |
| 2 | 19 | 1.3% |
| 5 | 10 | 0.7% |
| 3 | 7 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 970 | |
| Other Punctuation | 485 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 485 | |
| 1 | 427 | |
| 4 | 22 | 2.3% |
| 2 | 19 | 2.0% |
| 5 | 10 | 1.0% |
| 3 | 7 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 485 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1455 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 485 | |
| 0 | 485 | |
| 1 | 427 | |
| 4 | 22 | 1.5% |
| 2 | 19 | 1.3% |
| 5 | 10 | 0.7% |
| 3 | 7 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1455 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 485 | |
| 0 | 485 | |
| 1 | 427 | |
| 4 | 22 | 1.5% |
| 2 | 19 | 1.3% |
| 5 | 10 | 0.7% |
| 3 | 7 | 0.5% |
| Unnamed: 0 | seqn | bmxwt | bmxrecum | bmxhead | bmxht | bmxbmi | bmxleg | bmxarml | bmxarmc | bmxwaist | bmxsad1 | bmxsad2 | bmxsad3 | bmxsad4 | bmdavsad | bmdstats | bmiwt | bmiht | bmdbmic | bmdsadcm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | 1.000 | -0.003 | 0.001 | -0.030 | 0.007 | -0.003 | -0.001 | 0.000 | 0.001 | 0.001 | -0.001 | -0.002 | 0.053 | 0.050 | -0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| seqn | 1.000 | 1.000 | -0.003 | 0.001 | -0.030 | 0.007 | -0.003 | -0.001 | 0.000 | 0.001 | 0.001 | -0.001 | -0.002 | 0.053 | 0.050 | -0.002 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 |
| bmxwt | -0.003 | -0.003 | 1.000 | 0.956 | 0.869 | 0.762 | 0.924 | 0.452 | 0.863 | 0.965 | 0.942 | 0.886 | 0.887 | 0.888 | 0.887 | 0.887 | 0.072 | 0.216 | 0.812 | 0.294 | 0.156 |
| bmxrecum | 0.001 | 0.001 | 0.956 | 1.000 | 0.855 | 0.987 | -0.028 | NaN | 0.948 | 0.609 | 0.470 | NaN | NaN | NaN | NaN | NaN | 0.153 | 0.000 | 1.000 | 0.104 | 0.000 |
| bmxhead | -0.030 | -0.030 | 0.869 | 0.855 | 1.000 | NaN | NaN | NaN | 0.510 | 0.489 | NaN | NaN | NaN | NaN | NaN | NaN | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| bmxht | 0.007 | 0.007 | 0.762 | 0.987 | NaN | 1.000 | 0.510 | 0.797 | 0.908 | 0.660 | 0.614 | 0.362 | 0.363 | 0.417 | 0.413 | 0.363 | 0.071 | 0.000 | 1.000 | 0.096 | 0.092 |
| bmxbmi | -0.003 | -0.003 | 0.924 | -0.028 | NaN | 0.510 | 1.000 | 0.155 | 0.644 | 0.942 | 0.951 | 0.922 | 0.922 | 0.891 | 0.891 | 0.923 | 0.117 | 0.172 | 1.000 | 0.423 | 0.179 |
| bmxleg | -0.001 | -0.001 | 0.452 | NaN | NaN | 0.797 | 0.155 | 1.000 | 0.703 | 0.331 | 0.202 | 0.196 | 0.197 | 0.186 | 0.181 | 0.197 | 0.071 | 0.000 | 0.089 | 0.084 | 0.106 |
| bmxarml | 0.000 | 0.000 | 0.863 | 0.948 | 0.510 | 0.908 | 0.644 | 0.703 | 1.000 | 0.801 | 0.725 | 0.539 | 0.539 | 0.558 | 0.555 | 0.540 | 0.064 | 0.301 | 0.700 | 0.137 | 0.144 |
| bmxarmc | 0.001 | 0.001 | 0.965 | 0.609 | 0.489 | 0.660 | 0.942 | 0.331 | 0.801 | 1.000 | 0.922 | 0.865 | 0.865 | 0.850 | 0.850 | 0.865 | 0.126 | 0.234 | 0.666 | 0.376 | 0.234 |
| bmxwaist | 0.001 | 0.001 | 0.942 | 0.470 | NaN | 0.614 | 0.951 | 0.202 | 0.725 | 0.922 | 1.000 | 0.961 | 0.960 | 0.950 | 0.949 | 0.961 | 0.149 | 0.000 | 0.619 | 0.386 | 0.358 |
| bmxsad1 | -0.001 | -0.001 | 0.886 | NaN | NaN | 0.362 | 0.922 | 0.196 | 0.539 | 0.865 | 0.961 | 1.000 | 0.998 | 0.985 | 0.984 | 0.999 | 0.130 | 0.000 | 0.000 | 0.470 | 0.414 |
| bmxsad2 | -0.002 | -0.002 | 0.887 | NaN | NaN | 0.363 | 0.922 | 0.197 | 0.539 | 0.865 | 0.960 | 0.998 | 1.000 | 0.993 | 0.992 | 0.999 | 0.127 | 0.000 | 0.000 | 0.468 | 0.419 |
| bmxsad3 | 0.053 | 0.053 | 0.888 | NaN | NaN | 0.417 | 0.891 | 0.186 | 0.558 | 0.850 | 0.950 | 0.985 | 0.993 | 1.000 | 0.997 | 0.999 | 0.306 | 0.000 | 1.000 | 0.418 | 0.000 |
| bmxsad4 | 0.050 | 0.050 | 0.887 | NaN | NaN | 0.413 | 0.891 | 0.181 | 0.555 | 0.850 | 0.949 | 0.984 | 0.992 | 0.997 | 1.000 | 0.999 | 0.125 | 0.000 | 1.000 | 0.456 | 0.519 |
| bmdavsad | -0.002 | -0.002 | 0.887 | NaN | NaN | 0.363 | 0.923 | 0.197 | 0.540 | 0.865 | 0.961 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 0.126 | 0.000 | 0.000 | 0.468 | 0.408 |
| bmdstats | 0.000 | 0.005 | 0.072 | 0.153 | 0.000 | 0.071 | 0.117 | 0.071 | 0.064 | 0.126 | 0.149 | 0.130 | 0.127 | 0.306 | 0.125 | 0.126 | 1.000 | 0.570 | 0.629 | 0.028 | 0.558 |
| bmiwt | 0.000 | 0.000 | 0.216 | 0.000 | 1.000 | 0.000 | 0.172 | 0.000 | 0.301 | 0.234 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.570 | 1.000 | 0.648 | 0.256 | 1.000 |
| bmiht | 0.000 | 0.000 | 0.812 | 1.000 | 0.000 | 1.000 | 1.000 | 0.089 | 0.700 | 0.666 | 0.619 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.629 | 0.648 | 1.000 | NaN | 0.000 |
| bmdbmic | 0.000 | 0.000 | 0.294 | 0.104 | 0.000 | 0.096 | 0.423 | 0.084 | 0.137 | 0.376 | 0.386 | 0.470 | 0.468 | 0.418 | 0.456 | 0.468 | 0.028 | 0.256 | NaN | 1.000 | 0.265 |
| bmdsadcm | 0.000 | 0.000 | 0.156 | 0.000 | 0.000 | 0.092 | 0.179 | 0.106 | 0.144 | 0.234 | 0.358 | 0.414 | 0.419 | 0.000 | 0.519 | 0.408 | 0.558 | 1.000 | 0.000 | 0.265 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Unnamed: 0 | seqn | bmdstats | bmxwt | bmiwt | bmxrecum | bmirecum | bmxhead | bmihead | bmxht | bmiht | bmxbmi | bmdbmic | bmxleg | bmileg | bmxarml | bmiarml | bmxarmc | bmiarmc | bmxwaist | bmiwaist | bmxsad1 | bmxsad2 | bmxsad3 | bmxsad4 | bmdavsad | bmdsadcm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 62161 | 1 | 69.2 | NaN | NaN | NaN | NaN | NaN | 172.3 | NaN | 23.3 | NaN | 40.2 | NaN | 35.0 | NaN | 32.5 | NaN | 81.0 | NaN | 17.7 | 17.9 | NaN | NaN | 17.8 | NaN |
| 1 | 2 | 62162 | 1 | 12.7 | NaN | 95.7 | NaN | NaN | NaN | 94.7 | NaN | 14.2 | 2.0 | NaN | NaN | 18.5 | NaN | 16.6 | NaN | 45.4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 3 | 62163 | 1 | 49.4 | NaN | NaN | NaN | NaN | NaN | 168.9 | NaN | 17.3 | 2.0 | 40.3 | NaN | 36.3 | NaN | 22.0 | NaN | 64.6 | NaN | 15.6 | 15.5 | NaN | NaN | 15.6 | NaN |
| 3 | 4 | 62164 | 1 | 67.2 | NaN | NaN | NaN | NaN | NaN | 170.1 | NaN | 23.2 | NaN | 40.5 | NaN | 37.2 | NaN | 29.3 | NaN | 80.1 | NaN | 18.3 | 18.5 | NaN | NaN | 18.4 | NaN |
| 4 | 5 | 62165 | 1 | 69.1 | NaN | NaN | NaN | NaN | NaN | 159.4 | NaN | 27.2 | 3.0 | 42.1 | NaN | 35.2 | NaN | 29.7 | NaN | 86.7 | NaN | 21.0 | 20.8 | NaN | NaN | 20.9 | NaN |
| 5 | 6 | 62166 | 1 | 28.8 | NaN | NaN | NaN | NaN | NaN | 133.4 | NaN | 16.2 | 2.0 | 31.0 | NaN | 28.0 | NaN | 19.1 | NaN | 59.8 | NaN | 13.5 | 13.5 | NaN | NaN | 13.5 | NaN |
| 6 | 7 | 62167 | 1 | 10.8 | NaN | 79.5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16.2 | NaN | 15.5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 8 | 62168 | 1 | 23.6 | NaN | NaN | NaN | NaN | NaN | 123.6 | NaN | 15.4 | 2.0 | NaN | NaN | 24.8 | NaN | 17.1 | NaN | 54.4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 9 | 62169 | 1 | 54.6 | NaN | NaN | NaN | NaN | NaN | 164.8 | NaN | 20.1 | NaN | 38.7 | NaN | 33.4 | NaN | 28.5 | NaN | 69.6 | NaN | 16.4 | 16.3 | NaN | NaN | 16.4 | NaN |
| 9 | 10 | 62170 | 1 | 63.5 | NaN | NaN | NaN | NaN | NaN | 187.0 | NaN | 18.2 | 2.0 | 43.3 | NaN | 37.5 | NaN | 25.8 | NaN | 69.4 | NaN | 14.8 | 14.7 | NaN | NaN | 14.8 | NaN |
| Unnamed: 0 | seqn | bmdstats | bmxwt | bmiwt | bmxrecum | bmirecum | bmxhead | bmihead | bmxht | bmiht | bmxbmi | bmdbmic | bmxleg | bmileg | bmxarml | bmiarml | bmxarmc | bmiarmc | bmxwaist | bmiwaist | bmxsad1 | bmxsad2 | bmxsad3 | bmxsad4 | bmdavsad | bmdsadcm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9328 | 9329 | 71907 | 2 | 71.5 | 3.0 | NaN | NaN | NaN | NaN | 175.4 | NaN | 23.2 | NaN | NaN | 1.0 | NaN | 1.0 | NaN | 1.0 | NaN | 1.0 | NaN | NaN | NaN | NaN | NaN | 1.0 |
| 9329 | 9330 | 71908 | 1 | 88.7 | NaN | NaN | NaN | NaN | NaN | 159.0 | NaN | 35.1 | NaN | 31.3 | NaN | 33.6 | NaN | 35.8 | NaN | 114.6 | NaN | 23.3 | 23.4 | NaN | NaN | 23.4 | NaN |
| 9330 | 9331 | 71909 | 1 | 92.3 | NaN | NaN | NaN | NaN | NaN | 177.3 | NaN | 29.4 | NaN | 40.8 | NaN | 38.4 | NaN | 35.4 | NaN | 100.8 | NaN | 23.7 | 23.8 | NaN | NaN | 23.8 | NaN |
| 9331 | 9332 | 71910 | 1 | 6.7 | NaN | 67.6 | NaN | 42.2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 13.0 | NaN | 12.6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9332 | 9333 | 71911 | 1 | 96.7 | NaN | NaN | NaN | NaN | NaN | 175.8 | NaN | 31.3 | NaN | 40.1 | NaN | 39.1 | NaN | 37.8 | NaN | 106.6 | NaN | 25.4 | 25.3 | NaN | NaN | 25.4 | NaN |
| 9333 | 9334 | 71912 | 1 | 87.8 | NaN | NaN | NaN | NaN | NaN | 177.3 | NaN | 27.9 | NaN | 39.0 | NaN | 38.7 | NaN | 33.1 | NaN | 104.4 | NaN | 24.4 | 24.5 | NaN | NaN | 24.5 | NaN |
| 9334 | 9335 | 71913 | 1 | 56.5 | NaN | NaN | NaN | NaN | NaN | 161.6 | NaN | 21.6 | 2.0 | 39.4 | NaN | 35.0 | NaN | 27.5 | NaN | 79.0 | NaN | 17.5 | 17.7 | NaN | NaN | 17.6 | NaN |
| 9335 | 9336 | 71914 | 1 | 32.3 | NaN | NaN | NaN | NaN | NaN | 148.1 | NaN | 14.7 | 2.0 | 35.6 | NaN | 32.7 | NaN | 20.1 | NaN | 59.6 | NaN | 12.5 | 12.9 | NaN | NaN | 12.7 | 4.0 |
| 9336 | 9337 | 71915 | 1 | 78.4 | NaN | NaN | NaN | NaN | NaN | 168.8 | NaN | 27.5 | NaN | 32.9 | NaN | 40.1 | NaN | 33.4 | NaN | 106.6 | NaN | 23.1 | 22.9 | NaN | NaN | 23.0 | NaN |
| 9337 | 9338 | 71916 | 1 | 52.6 | NaN | NaN | NaN | NaN | NaN | 164.4 | NaN | 19.5 | 2.0 | 40.1 | NaN | 34.8 | NaN | 25.9 | NaN | 69.2 | NaN | 14.4 | 14.3 | NaN | NaN | 14.4 | NaN |